From 7e01972c0f4e03a058d765fb02e61d91140c5bd1 Mon Sep 17 00:00:00 2001 From: Silvana Ovaitt Date: Wed, 4 Sep 2024 13:46:14 -0600 Subject: [PATCH] test_gencumskyMTX --- .../development/(dev) test_gencumskyMTX.ipynb | 545 ++++++++++++++++++ 1 file changed, 545 insertions(+) create mode 100644 docs/development/(dev) test_gencumskyMTX.ipynb diff --git a/docs/development/(dev) test_gencumskyMTX.ipynb b/docs/development/(dev) test_gencumskyMTX.ipynb new file mode 100644 index 00000000..becfaad6 --- /dev/null +++ b/docs/development/(dev) test_gencumskyMTX.ipynb @@ -0,0 +1,545 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "97bee1fe-48d1-4a2f-8578-26aec71b0f76", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Working on a Windows 10\n", + "Python version 3.11.7 | packaged by Anaconda, Inc. | (main, Dec 15 2023, 18:05:47) [MSC v.1916 64 bit (AMD64)]\n", + "Pandas version 2.1.0\n", + "bifacial_radiance version 0.4.2+323.gdc53a62.dirty\n" + ] + } + ], + "source": [ + "# This information helps with debugging and getting support :)\n", + "import sys, platform\n", + "import pandas as pd\n", + "import bifacial_radiance as br\n", + "print(\"Working on a \", platform.system(), platform.release())\n", + "print(\"Python version \", sys.version)\n", + "print(\"Pandas version \", pd.__version__)\n", + "print(\"bifacial_radiance version \", br.__version__)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f4a6ed92-4ed3-4792-8928-fa81a19a5e8e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Your simulation will be stored in TEMP\n" + ] + } + ], + "source": [ + "import os\n", + "from pathlib import Path\n", + "import pandas as pd\n", + "\n", + "testfolder = 'TEMP'\n", + "\n", + "# Another option using relative address; for some operative systems you might need '/' instead of '\\'\n", + "# testfolder = os.path.abspath(r'..\\..\\bifacial_radiance\\TEMP') \n", + "\n", + "print (\"Your simulation will be stored in %s\" % testfolder)\n", + "\n", + "if not os.path.exists(testfolder):\n", + " os.makedirs(testfolder)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7e160405-baec-4cb1-88ba-caee5db3225f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "path = TEMP\n", + "Making path: images\n", + "Making path: objects\n", + "Making path: results\n", + "Making path: skies\n", + "Making path: EPWs\n", + "Making path: materials\n", + "Getting weather file: USA_VA_Richmond.724010_TMY2.epw\n", + " ... OK!\n" + ] + } + ], + "source": [ + "demo = br.RadianceObj('tutorial_1',str(testfolder)) \n", + "epwfile = demo.getEPW(lat = 37.5, lon = -77.6) # This location corresponds to Richmond, VA." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "09d4398b-2ca0-4697-ab16-03bab27245ce", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "rtrace: fatal - missing octree argument\n" + ] + } + ], + "source": [ + "!rtrace" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "deb9a103-9227-4eee-a6a5-d9d65ca738c4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "place RICHMOND_USA\n", + "latitude 37.50\n", + "longitude 77.33\n", + "time_zone 75.00\n", + "site_elevation 50.0\n", + "weather_data_file_units 1\n" + ] + } + ], + "source": [ + "!epw2wea USA_VA_Richmond.724010_TMY2.epw USA_VA_Richmond.724010_TMY2.wea" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c3b05db2-416e-4147-83a5-7ab7cd694ca4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n", + "Coercing year to 2001\n", + "Saving file EPWs\\metdata_temp.csv, # points: 8760\n", + "Calculating Sun position for Metdata that is right-labeled with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n" + ] + } + ], + "source": [ + "metdata = demo.readWeatherFile(epwfile, coerce_year=2001) " + ] + }, + { + "attachments": { + "e57360e2-c0b9-420c-be24-baea92d4ed87.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "27f509f7-95bd-4819-b277-cee744bb994b", + "metadata": {}, + "source": [ + "![image.png](attachment:5120dea9-77a5-4ecf-8299-79877355a93e.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0295c42d-1169-495f-b0a0-f5e87244832b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading albedo, 1 value(s), 0.200 avg\n", + "1 nonzero albedo values.\n", + "Loaded EPWs\\metdata_temp.csv\n", + "message: Error! Solar altitude is -7 < -6 degrees and Idh = 13 > 10 W/m^2 on day 76 !Ibn is 0. Attempting to continue!\n", + "Error! Solar altitude is -7 < -6 degrees and Idh = 11 > 10 W/m^2 on day 78 !Ibn is 0. Attempting to continue!\n", + "Error! Solar altitude is -6 < -6 degrees and Idh = 14 > 10 W/m^2 on day 81 !Ibn is 0. Attempting to continue!\n", + "There were 4537 sun up hours in this climate file\n", + "Total Ibh/Lbh: 0.000000\n" + ] + }, + { + "data": { + "text/plain": [ + "'skies\\\\cumulative.rad'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "demo.setGround(0.2)\n", + "demo.genCumSky() # entire year." + ] + }, + { + "attachments": { + "f0f2119d-8d36-4dd7-91bc-8d02bc1453c2.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "459aec56-bc04-4a9f-b4b6-d53feff13185", + "metadata": {}, + "source": [ + "![image.png](attachment:142c7b14-b0bc-4b33-b410-a9a4a76726ae.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "0c89bc69-a76a-4888-a17e-663e2ebdc9b6", + "metadata": {}, + "outputs": [], + "source": [ + "!gendaymtx -m 1 -A USA_VA_Richmond.724010_TMY2.wea > visible_results.mtx" + ] + }, + { + "attachments": { + "64ad4187-0c55-499f-9336-b13a5ef0c58c.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "0e54974c-bdca-4a50-8130-7bd17a850f6f", + "metadata": {}, + "source": [ + "![image.png](attachment:64ad4187-0c55-499f-9336-b13a5ef0c58c.png)" + ] + }, + { + "cell_type": "markdown", + "id": "f799964b-e070-48cc-85d5-7c2bc1c9fa92", + "metadata": {}, + "source": [ + "### other tests of gendaymtx" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "fbd85aab-c593-4df1-b7ed-f362966817a5", + "metadata": {}, + "outputs": [], + "source": [ + "# total irradiance, not just visible\n", + "!gendaymtx -m 1 -A -O1 USA_VA_Richmond.724010_TMY2.wea > totalirrad_results.mtx" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1b55facc-f0f3-4c9d-bd50-692bb394166f", + "metadata": {}, + "outputs": [], + "source": [ + "# More patches\n", + "!gendaymtx -m 2 -A -O1 USA_VA_Richmond.724010_TMY2.wea > totalirrad_results_m2.mtx" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c7cdae60-f74c-4299-a18d-24e4f57a5933", + "metadata": {}, + "outputs": [], + "source": [ + "!gendaymtx -m 1 USA_VA_Richmond.724010_TMY2.wea > I_think_hourly_results.mtx" + ] + }, + { + "attachments": { + "fdb6fb6f-9df0-4e15-8b75-bc01fbd488d5.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "29e9ce08-c885-459c-a318-6632c00aec49", + "metadata": {}, + "source": [ + "Perhaps we can compare results from gendaylit to this?\n", + "\n", + "![image.png](attachment:fdb6fb6f-9df0-4e15-8b75-bc01fbd488d5.png)" + ] + }, + { + "cell_type": "markdown", + "id": "86bb9b98-981f-41bf-9cc8-ef1a230ff4d9", + "metadata": {}, + "source": [ + "### Testing grabing the mtx instead of the .cal" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "24faa0a6-132f-46e6-b2d3-adfdb00da759", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Module Name: test-module\n", + "Module test-module updated in module.json\n", + "{'x': 2, 'y': 1, 'z': 0.02, 'modulematerial': 'black', 'scenex': 2.01, 'sceney': 1.0, 'scenez': 0.1, 'numpanels': 1, 'bifi': 1, 'text': '! genbox black test-module 2 1 0.02 | xform -t -1.0 -0.5 0 -a 1 -t 0 1.0 0', 'modulefile': 'objects\\\\test-module.rad', 'glass': False, 'offsetfromaxis': 0, 'xgap': 0.01, 'ygap': 0.0, 'zgap': 0.1}\n" + ] + } + ], + "source": [ + "module_type = 'test-module' \n", + "module = demo.makeModule(name=module_type,x=2, y=1)\n", + "print(module)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "28471434-b6fd-4e01-b9af-bed2e0126ae3", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "sceneDict = {'tilt':10,'pitch':3,'clearance_height':0.2,'azimuth':180, 'nMods': 20, 'nRows': 7} \n", + "\n", + "scene = demo.makeScene(module,sceneDict)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "e78c464f-46c4-43a8-a20f-e7389487176e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['materials\\\\ground.rad',\n", + " 'skies\\\\cumulative.rad',\n", + " 'objects\\\\test-module_C_0.20_rtr_3.00_tilt_10_20modsx7rows_origin0,0.rad']" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filelist = demo.getfilelist()\n", + "filelist" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "b6a97676-5f01-41d3-9516-f03ae618ff52", + "metadata": {}, + "outputs": [], + "source": [ + "newfilelist = ['materials\\\\ground.rad',\n", + " 'totalirrad_results.mtx',\n", + " 'objects\\\\test-module_C_0.20_rtr_3.00_tilt_10_20modsx7rows_origin0,0.rad']" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "a62e3ba1-f7d7-4221-bb4c-8ec1b7cf7c53", + "metadata": {}, + "outputs": [], + "source": [ + "newfilelist2 = ['materials\\\\ground.rad',\n", + " 'skies\\\\cumulative_gendaymtx.rad',\n", + " 'objects\\\\test-module_C_0.20_rtr_3.00_tilt_10_20modsx7rows_origin0,0.rad']" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "8d169212-3788-4774-a63f-e9ab6bc0d822", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Created tutorial_1.oct\n" + ] + } + ], + "source": [ + "octfile = demo.makeOct(filelist) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "207a0797-3a7b-466e-b7c2-65a6e5f15355", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Created tutorial_1.oct\n" + ] + } + ], + "source": [ + "octfile = demo.makeOct(newfilelist2) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "c4cb17b2-3957-432e-ac1e-298aa4381e57", + "metadata": {}, + "outputs": [], + "source": [ + "analysis = br.AnalysisObj(octfile, demo.basename)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "5fc338f3-668c-425f-b053-623288552ef9", + "metadata": {}, + "outputs": [], + "source": [ + "frontscan, backscan = analysis.moduleAnalysis(scene)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "9d25fa5c-f369-4f32-b3b1-db59fda8276f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Linescan in process: tutorial_1_Row4_Module10_Front\n", + "message: rtrace: ./totalirrad_results.mtx, line 1:\n", + "rtrace: #?RADIANCE\n", + "rtrace: ^ illegal variable name\n", + "Linescan in process: tutorial_1_Row4_Module10_Back\n", + "message: rtrace: ./totalirrad_results.mtx, line 1:\n", + "rtrace: #?RADIANCE\n", + "rtrace: ^ illegal variable name\n" + ] + } + ], + "source": [ + "results = analysis.analysis(octfile, demo.basename, frontscan, backscan) \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28d20977-4127-4cd5-b689-c6cb7c377a12", + "metadata": {}, + "outputs": [], + "source": [ + "load.read1Result('results\\irr_tutorial_1.csv')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "70254af2-3f85-4d35-b0fc-cea889de7ee0", + "metadata": {}, + "outputs": [], + "source": [ + "https://unmethours.com/question/17628/understanding-radiance-the-relationship-between-sky-conditions-and-irradiance/\n", + "https://www.radiance-online.org/pipermail/radiance-general/2003-October/001059.html\n" + ] + }, + { + "attachments": { + "1613d371-5547-4fd0-96e1-411bc4cdb7e6.png": { + "image/png": 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" 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